{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Evaluation of Perturbations/Randomizations of Data\n",
    "I conducted experiments in which I perturbed the original data I was using. This notebook computes and plots PR curves from the different perturbations of:\n",
    "* **the PPI network**. I randomly shuffled 50% or 100% of the edges, preserving the node degree. I also added two random networks, one that preserves the node degree and one that doesn't.\n",
    "* **the multi-omics features**. I again shuffled 50% or 100% of the node features around. I also added random features (twice to match with the number of perturbations with networks).\n",
    "* **both of them**. I also created containers where I perturbed both, features and the network.\n",
    "\n",
    "I expect the performance to drop when the data becomes less informative and more random. At the same time, we know that the study bias of cancer genes is quite high so that I expect much more extreme drops in performance when the node degree is not preserved. The random network with maintained node degree should give us a nice baseline here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import networkx as nx\n",
    "import os, sys\n",
    "\n",
    "from sklearn.metrics import precision_recall_curve, average_precision_score\n",
    "from sklearn.metrics import roc_curve, roc_auc_score\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "\n",
    "sys.path.append(os.path.abspath('../EMOGI'))\n",
    "import gcnIO\n",
    "import postprocessing\n",
    "\n",
    "sys.path.append(os.path.abspath('../pagerank'))\n",
    "import pagerank\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "plt.rc('font', family='Helvetica')\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Parameters\n",
    "\n",
    "* `perturbation_to_analyse`: Which of the perturbations we are currently looking at. Can be any of:\n",
    "    1. _network_ for analysis of network perturbations\n",
    "    2. _features_ for analysis of feature perturbations\n",
    "    3. _netfeat_ for analysis of both, network and feature perturbations at the same time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "perturbation_to_analyse = 'features'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "perturbation_folder = '../data/GCN/training/2020_09_28_12_04_47/' # features CPDB new"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def _get_printable_name(raw_name):\n",
    "    if raw_name.startswith('0_25_'):\n",
    "        return \"25% Edited\"\n",
    "    elif raw_name.startswith('0_5_'):\n",
    "        return \"50% Edited\"\n",
    "    elif raw_name.startswith('0_75_'):\n",
    "        return \"75% Edited\"\n",
    "    elif raw_name.startswith('0_'):\n",
    "        return \"Original\"\n",
    "    elif raw_name.startswith('1_'):\n",
    "        return \"100% Edited\"\n",
    "    elif raw_name.startswith('Random_degreepreserved'):\n",
    "        return \"Random\\n(exp. Degree)\"\n",
    "    elif raw_name.startswith('Random_powerlaw'):\n",
    "        return \"Random\\n(Power Law)\"\n",
    "    else:\n",
    "        return raw_name\n",
    "\n",
    "def _performance(y_true, y_score, metric='aupr'):\n",
    "    if metric.upper() == 'AUPR':\n",
    "        pr, rec, thresholds = precision_recall_curve(y_true=y_true, probas_pred=y_score)\n",
    "        aupr = average_precision_score(y_true=y_true, y_score=y_score)\n",
    "        return pr, rec, aupr\n",
    "    elif metric.upper() == 'ROC':\n",
    "        fpr, tpr, thresholds = roc_curve(y_true=y_true, y_score=y_score)\n",
    "        auroc = roc_auc_score(y_true=y_true, y_score=y_score)\n",
    "        return tpr, fpr, auroc\n",
    "\n",
    "def GCN_performance(train_dir, metric='aupr', cv_all=False):\n",
    "    args, data_file = gcnIO.load_hyper_params(train_dir)\n",
    "    data = gcnIO.load_hdf_data(os.path.join(train_dir, data_file))\n",
    "    network, features, y_train, y_val, y_test, train_mask, val_mask, test_mask, node_names, feat_names = data\n",
    "    predictions = postprocessing.load_predictions(train_dir)\n",
    "    pred_testset = predictions[predictions.Name.isin(node_names[test_mask, 1])]\n",
    "    if cv_all:\n",
    "        predictions = pd.read_csv(os.path.join(train_dir, 'ensemble_predictions.tsv'),\n",
    "                                            sep='\\t', header=0, index_col=0)\n",
    "        nodes = pd.DataFrame(node_names, columns=['ID', 'Name']).set_index('ID')\n",
    "        nodes = nodes[~nodes.index.duplicated()]\n",
    "        pred = predictions[~predictions.index.duplicated()]\n",
    "        pred.reindex(index=nodes.index)\n",
    "        pred_test = pred[pred.Name.isin(node_names[test_mask, 1])]\n",
    "        \n",
    "        num_cvs = len([i for i in pred.columns if i.startswith('Prob_pos_')])\n",
    "        performances = []\n",
    "        for cv_run in range(num_cvs):\n",
    "            performances.append(_performance(pred_test.label, pred_test['Prob_pos_{}'.format(cv_run+1)]))\n",
    "        return performances\n",
    "    else:\n",
    "        return _performance(pred_testset.label, pred_testset.Prob_pos, metric)\n",
    "\n",
    "def rf_performance(train_dir, metric='aupr'):\n",
    "    args, data_file = gcnIO.load_hyper_params(train_dir)\n",
    "    data = gcnIO.load_hdf_data(os.path.join(train_dir, data_file))\n",
    "    network, features, y_train, y_val, y_test, train_mask, val_mask, test_mask, node_names, feat_names = data\n",
    "    \n",
    "    # prepare the data for sklearn API\n",
    "    X_train = features[train_mask.astype(np.bool)]\n",
    "    y_train_rf = y_train[train_mask.astype(np.bool)]\n",
    "    X_test = features[test_mask.astype(np.bool)]\n",
    "    y_test_rf = y_test[test_mask.astype(np.bool)]\n",
    "    \n",
    "    # train RF on the data and predict for testset\n",
    "    rf = RandomForestClassifier(n_estimators=100)\n",
    "    rf.fit(X_train, y_train_rf.reshape(-1))\n",
    "    pred_testset = rf.predict_proba(X_test)\n",
    "\n",
    "    y_true = y_test[test_mask == 1, 0]\n",
    "    return _performance(y_true, pred_testset[:, 1], metric)\n",
    "\n",
    "def pagerank_performance(train_dir, metric='aupr'):\n",
    "    args, data_file = gcnIO.load_hyper_params(train_dir)\n",
    "    data = gcnIO.load_hdf_data(os.path.join(train_dir, data_file))\n",
    "    network, features, y_train, y_val, y_test, train_mask, val_mask, test_mask, node_names, feat_names = data\n",
    "    y_true = y_test[test_mask == 1, 0]\n",
    "    \n",
    "    # run pagerank on the data\n",
    "    scores, names = pagerank.pagerank(network, node_names)\n",
    "    pr_df = pd.DataFrame(scores, columns=['Number', 'Score']) # get the results in same order as our data\n",
    "    names = pd.DataFrame(names, columns=['ID', 'Name'])\n",
    "    pr_pred_all = pr_df.join(names, on='Number', how='inner')\n",
    "    pr_pred_all.drop_duplicates(subset='Name', inplace=True)\n",
    "    node_names_df = pd.DataFrame(node_names, columns=['ID', 'Name']).set_index('ID')\n",
    "    pr_pred_all = pr_pred_all.set_index('Name').reindex(node_names_df.Name)\n",
    "    pr_pred_test = pr_pred_all[pr_pred_all.index.isin(node_names[test_mask == 1, 1])]\n",
    "    pr_pred_test.drop_duplicates(inplace=True)\n",
    "    \n",
    "    return _performance(y_true, pr_pred_test.Score)\n",
    "\n",
    "def get_all_metrics(perturbation_dir, func=GCN_performance, kind='aupr', cv_auc_vals=False):\n",
    "    all_perfs = []\n",
    "    for training in os.listdir(perturbation_dir):\n",
    "        if not training.startswith('.') and os.path.isdir(os.path.join(perturbation_dir, training)):\n",
    "            if os.path.isfile(os.path.join(perturbation_dir, training, 'hyper_params.txt')):\n",
    "                print (training)\n",
    "                if cv_auc_vals:\n",
    "                    aucs = [i[2] for i in func(os.path.join(perturbation_dir, training), metric=kind, cv_all=True)]\n",
    "                    all_perfs.append((aucs, training))\n",
    "                    print (\"Network: {}\\tAUPR: {}\".format(_get_printable_name(training), np.mean(aucs)))\n",
    "                else:\n",
    "                    pr, rec, aupr = func(os.path.join(perturbation_dir, training), metric=kind)\n",
    "                    all_perfs.append((pr, rec, aupr, training))\n",
    "                    print (\"Network: {}\\tAUPR: {}\".format(_get_printable_name(training), aupr))\n",
    "    return all_perfs\n",
    "\n",
    "def plot_curve(values, method_name='GCN', kind='PR', save_path=None, linewidth = 4, labelfontsize = 20, ticksize = 17, label_rotation=0, figsize=(14, 8)):\n",
    "    fig = plt.figure(figsize=figsize)\n",
    "    \n",
    "    if 'SWARM' in kind.upper():\n",
    "        df = pd.DataFrame([i[0] for i in values],\n",
    "                          index=[i[1] for i in values],\n",
    "                          columns=['CV_{}'.format(i) for i in range(len(values[0][0]))]\n",
    "                         )\n",
    "        df['perturbation'] = [_get_printable_name(i) for i in df.index]\n",
    "        long = df.melt(id_vars=['perturbation'])\n",
    "        sns.violinplot(data=long, x='perturbation', y='value')\n",
    "        sns.swarmplot(data=long, x='perturbation', y='value', color='white', edgecolor='darkgray')#, hue='variable')\n",
    "    elif 'BOX' in kind.upper():\n",
    "        df = pd.DataFrame([i[0] for i in values],\n",
    "                          index=[i[1] for i in values],\n",
    "                          columns=['CV_{}'.format(i) for i in range(len(values[0][0]))]\n",
    "                         )\n",
    "        df['perturbation'] = [_get_printable_name(i) for i in df.index]\n",
    "        long = df.melt(id_vars=['perturbation'])\n",
    "        sns.boxplot(data=long, x='perturbation', y='value')\n",
    "    else:\n",
    "        for y, x, auc, name in values:\n",
    "            plt.plot(x, y, lw=linewidth, label='{0} ({1}) (AUC = {2:.2f})'.format(method_name, _get_printable_name(name), auc))\n",
    "    if kind.upper() == 'PR':\n",
    "        plt.xlabel('Recall', fontsize=labelfontsize)\n",
    "        plt.ylabel('Precision', fontsize=labelfontsize)\n",
    "        plt.legend(fontsize=labelfontsize)\n",
    "    elif kind.upper() == 'ROC':\n",
    "        plt.xlabel('False Positive Rate', fontsize=labelfontsize)\n",
    "        plt.ylabel('True Positive Rate', fontsize=labelfontsize)\n",
    "        plt.legend(fontsize=labelfontsize)\n",
    "    elif kind.upper() == 'SWARM':\n",
    "        plt.xlabel('')\n",
    "        plt.ylabel('AUPR', fontsize=labelfontsize)\n",
    "    plt.tick_params(axis='both', labelsize=ticksize)\n",
    "    plt.tick_params(axis='x', labelrotation=label_rotation)\n",
    "\n",
    "    if not save_path is None:\n",
    "        fig.savefig(save_path, bbox_inches='tight', dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0_feature_perturbation\n",
      "Network: Original\tAUPR: 0.736246564807503\n",
      "0_25_feature_perturbation\n",
      "Network: 25% Edited\tAUPR: 0.7066290395872142\n",
      "0_5_feature_perturbation\n",
      "Network: 50% Edited\tAUPR: 0.6785332761545682\n",
      "0_75_feature_perturbation\n",
      "Network: 75% Edited\tAUPR: 0.6260652738599449\n",
      "1_feature_perturbation\n",
      "Network: 100% Edited\tAUPR: 0.5937155314027636\n",
      "Random_degreepreserved_feature_perturbation\n",
      "Network: Random\n",
      "(exp. Degree)\tAUPR: 0.6290352626059604\n",
      "Random_powerlaw_feature_perturbation\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "findfont: Font family ['Helvetica'] not found. Falling back to DejaVu Sans.\n",
      "findfont: Font family ['Helvetica'] not found. Falling back to DejaVu Sans.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Network: Random\n",
      "(Power Law)\tAUPR: 0.5825370734694107\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "metrics = get_all_metrics(perturbation_folder, func=GCN_performance, kind='aupr', cv_auc_vals=True)\n",
    "plot_curve(metrics, kind='box', figsize=(10, 7), ticksize=17, label_rotation=30,\n",
    "           save_path=os.path.join(perturbation_folder, 'perturbations_violinplot.svg'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## All Perturbations Simultaneously"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0_feature_perturbation\n",
      "Network: Original\tAUPR: 0.736246564807503\n",
      "0_25_feature_perturbation\n",
      "Network: 25% Edited\tAUPR: 0.7066290395872142\n",
      "0_5_feature_perturbation\n",
      "Network: 50% Edited\tAUPR: 0.6785332761545682\n",
      "0_75_feature_perturbation\n",
      "Network: 75% Edited\tAUPR: 0.6260652738599449\n",
      "1_feature_perturbation\n",
      "Network: 100% Edited\tAUPR: 0.5937155314027636\n",
      "Random_degreepreserved_feature_perturbation\n",
      "Network: Random\n",
      "(exp. Degree)\tAUPR: 0.6290352626059604\n",
      "Random_powerlaw_feature_perturbation\n",
      "Network: Random\n",
      "(Power Law)\tAUPR: 0.5825370734694107\n",
      "0_perturbation\n",
      "Network: Original\tAUPR: 0.7347965248459319\n",
      "0_25_perturbation\n",
      "Network: 25% Edited\tAUPR: 0.7091383891167864\n",
      "0_5_perturbation\n",
      "Network: 50% Edited\tAUPR: 0.6629013949679861\n",
      "0_75_perturbation\n",
      "Network: 75% Edited\tAUPR: 0.6485729375896362\n",
      "1_perturbation\n",
      "Network: 100% Edited\tAUPR: 0.6136866678828998\n",
      "Random_degreepreserved_perturbation\n",
      "Network: Random\n",
      "(exp. Degree)\tAUPR: 0.6433042000302585\n",
      "Random_powerlaw_perturbation\n",
      "Network: Random\n",
      "(Power Law)\tAUPR: 0.5166399681238205\n",
      "0_networkfeature_perturbation\n",
      "Network: Original\tAUPR: 0.7339140086935878\n",
      "0_25_networkfeature_perturbation\n",
      "Network: 25% Edited\tAUPR: 0.6595279330257112\n",
      "0_5_networkfeature_perturbation\n",
      "Network: 50% Edited\tAUPR: 0.5991353377593965\n",
      "0_75_networkfeature_perturbation\n",
      "Network: 75% Edited\tAUPR: 0.5496302018744191\n",
      "Random_degreepreserved_networkfeature_perturbation\n",
      "Network: Random\n",
      "(exp. Degree)\tAUPR: 0.5391885076636989\n",
      "Random_powerlaw_networkfeature_perturbation\n",
      "Network: Random\n",
      "(Power Law)\tAUPR: 0.2735186561233922\n"
     ]
    }
   ],
   "source": [
    "metrics_features = get_all_metrics('../data/GCN/training/2020_09_28_12_04_47/', func=GCN_performance, kind='aupr', cv_auc_vals=True)\n",
    "metrics_network = get_all_metrics('../data/GCN/training/2020_09_28_12_04_04/', func=GCN_performance, kind='aupr', cv_auc_vals=True)\n",
    "metrics_netfeat = get_all_metrics('../data/GCN/training/2020_09_18_21_24_24/', func=GCN_performance, kind='aupr', cv_auc_vals=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "findfont: Font family ['Helvetica'] not found. Falling back to DejaVu Sans.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def make_df_from_metrics(metrics, perturbation_name='features'):\n",
    "    df = pd.DataFrame([i[0] for i in metrics],\n",
    "                      index=[i[1] for i in metrics],\n",
    "                      columns=['CV_{}'.format(i) for i in range(len(metrics[0][0]))]\n",
    "                     )\n",
    "    df['perturbation'] = [_get_printable_name(i) for i in df.index]\n",
    "    df['perturbation_name'] = perturbation_name\n",
    "    return df\n",
    "\n",
    "\n",
    "# get the feature results\n",
    "df_feat = make_df_from_metrics(metrics_features, perturbation_name='features')\n",
    "df_feat = df_feat.iloc[pd.Index(df_feat.index).get_indexer(['0_feature_perturbation', '0_25_feature_perturbation', '0_5_feature_perturbation',\n",
    "                       '0_75_feature_perturbation', '1_feature_perturbation', 'Random_powerlaw_feature_perturbation'])]\n",
    "# remove one of the random feature vectors (confusing in the final plot)\n",
    "df_feat.loc[df_feat.perturbation == 'Random\\n(Power Law)', 'perturbation'] = 'Random\\n(exp. Degree)'\n",
    "\n",
    "# change order for line plot\n",
    "#df_feat = df_feat.loc[['0_feature_perturbation', '0_25_feature_perturbation', '0_5_feature_perturbation',\n",
    "#                       '0_75_feature_perturbation', 'Random_degreepreserved_feature_perturbation'], :]\n",
    "                       #'Random_powerlaw_feature_perturbation'], :]\n",
    "df_net = make_df_from_metrics(metrics_network, perturbation_name='network')\n",
    "df_net = df_net.iloc[pd.Index(df_net.index).get_indexer(['0_perturbation', '0_25_perturbation',\n",
    "                                                              '0_5_perturbation', '0_75_perturbation', '1_perturbation',\n",
    "                                                              'Random_degreepreserved_perturbation',\n",
    "                                                              'Random_powerlaw_perturbation'])]\n",
    "df_netfeat = make_df_from_metrics(metrics_netfeat, perturbation_name='netfeat')\n",
    "df_netfeat = df_netfeat.iloc[pd.Index(df_netfeat.index).get_indexer(['0_networkfeature_perturbation', '0_25_networkfeature_perturbation',\n",
    "                                                              '0_5_networkfeature_perturbation', '0_75_networkfeature_perturbation',\n",
    "                                                                     '1_networkfeature_perturbation',\n",
    "                                                              'Random_degreepreserved_networkfeature_perturbation',\n",
    "                                                              'Random_powerlaw_networkfeature_perturbation'])]\n",
    "all_metrics = pd.concat((df_feat, df_net, df_netfeat))\n",
    "\n",
    "# plot\n",
    "long = all_metrics.melt(id_vars=['perturbation', 'perturbation_name'])\n",
    "long['perturbation'] = pd.Categorical(long['perturbation'], ['Original', '25% Edited', '50% Edited', '75% Edited', \n",
    "                                      'Random\\n(exp. Degree)', 'Random\\n(Power Law)'], ordered=True)\n",
    "fig = plt.figure(figsize=(10, 6))\n",
    "sns.lineplot(data=long, x='perturbation', y='value', hue='perturbation_name',\n",
    "             sort=True, err_style='bars', ci='sd', legend=False, lw=4.5)\n",
    "sns.swarmplot(data=long, x='perturbation', y='value', hue='perturbation_name')#, color='white', edgecolor='darkgray')#, hue='variable')\n",
    "plt.tick_params(axis='both', labelsize=17)\n",
    "plt.tick_params(axis='x', labelrotation=45)\n",
    "plt.xlabel(None)\n",
    "plt.ylabel('AUPR', fontsize=20)\n",
    "plt.legend(loc='lower left', fontsize=20)\n",
    "fig.tight_layout()\n",
    "#fig.savefig('../data/simulation/perturbation_lineplot_rev1.svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[features] 25% Edited: 0.003935031148203252\n",
      "[features] 50% Edited: 0.010801868394306652\n",
      "[features] 75% Edited: 0.0015137890082063893\n",
      "[features] Random\n",
      "(exp. Degree): 0.0010727013700047824\n",
      "[features] Random\n",
      "(Power Law): nan\n",
      "[network] 25% Edited: 0.0011141645778132276\n",
      "[network] 50% Edited: 0.0024194433464954247\n",
      "[network] 75% Edited: 0.3495079242201364\n",
      "[network] Random\n",
      "(exp. Degree): 0.7383946702045361\n",
      "[network] Random\n",
      "(Power Law): 1.2329412928400123e-05\n",
      "[netfeat] 25% Edited: 3.4525523487396635e-07\n",
      "[netfeat] 50% Edited: 0.002363823425133334\n",
      "[netfeat] 75% Edited: 0.011335394502527223\n",
      "[netfeat] Random\n",
      "(exp. Degree): 0.24102584623733647\n",
      "[netfeat] Random\n",
      "(Power Law): 3.714202654434638e-15\n"
     ]
    }
   ],
   "source": [
    "import scipy\n",
    "all_metrics = all_metrics[all_metrics.perturbation != '100% Edited']\n",
    "for kind in all_metrics.perturbation_name.unique():\n",
    "    perf_for_kind = all_metrics[all_metrics.perturbation_name == kind]\n",
    "    previous_p = None\n",
    "    for p in ['Original', '25% Edited', '50% Edited', '75% Edited', 'Random\\n(exp. Degree)', 'Random\\n(Power Law)']:\n",
    "        if previous_p is None:\n",
    "            previous_p = perf_for_kind[perf_for_kind.perturbation == p].drop(['perturbation_name', 'perturbation'], axis=1)\n",
    "        else:\n",
    "            next_p = perf_for_kind[perf_for_kind.perturbation == p].drop(['perturbation_name', 'perturbation'], axis=1)\n",
    "            _, pval = scipy.stats.ttest_ind(previous_p.values.reshape(-1), next_p.values.reshape(-1))\n",
    "            print ('[{0}] {1}: {2}'.format(kind, p, pval))\n",
    "            previous_p = next_p"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CV_0</th>\n",
       "      <th>CV_1</th>\n",
       "      <th>CV_2</th>\n",
       "      <th>CV_3</th>\n",
       "      <th>CV_4</th>\n",
       "      <th>perturbation</th>\n",
       "      <th>perturbation_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0_feature_perturbation</th>\n",
       "      <td>0.753</td>\n",
       "      <td>0.729</td>\n",
       "      <td>0.728</td>\n",
       "      <td>0.745</td>\n",
       "      <td>0.725</td>\n",
       "      <td>Original</td>\n",
       "      <td>features</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0_25_feature_perturbation</th>\n",
       "      <td>0.708</td>\n",
       "      <td>0.724</td>\n",
       "      <td>0.699</td>\n",
       "      <td>0.695</td>\n",
       "      <td>0.708</td>\n",
       "      <td>25% Edited</td>\n",
       "      <td>features</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0_5_feature_perturbation</th>\n",
       "      <td>0.657</td>\n",
       "      <td>0.676</td>\n",
       "      <td>0.693</td>\n",
       "      <td>0.694</td>\n",
       "      <td>0.673</td>\n",
       "      <td>50% Edited</td>\n",
       "      <td>features</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0_75_feature_perturbation</th>\n",
       "      <td>0.644</td>\n",
       "      <td>0.610</td>\n",
       "      <td>0.634</td>\n",
       "      <td>0.642</td>\n",
       "      <td>0.601</td>\n",
       "      <td>75% Edited</td>\n",
       "      <td>features</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Random_powerlaw_feature_perturbation</th>\n",
       "      <td>0.582</td>\n",
       "      <td>0.582</td>\n",
       "      <td>0.584</td>\n",
       "      <td>0.582</td>\n",
       "      <td>0.583</td>\n",
       "      <td>Random\\n(exp. Degree)</td>\n",
       "      <td>features</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0_perturbation</th>\n",
       "      <td>0.739</td>\n",
       "      <td>0.744</td>\n",
       "      <td>0.730</td>\n",
       "      <td>0.730</td>\n",
       "      <td>0.731</td>\n",
       "      <td>Original</td>\n",
       "      <td>network</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0_25_perturbation</th>\n",
       "      <td>0.718</td>\n",
       "      <td>0.701</td>\n",
       "      <td>0.720</td>\n",
       "      <td>0.698</td>\n",
       "      <td>0.708</td>\n",
       "      <td>25% Edited</td>\n",
       "      <td>network</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0_5_perturbation</th>\n",
       "      <td>0.632</td>\n",
       "      <td>0.678</td>\n",
       "      <td>0.676</td>\n",
       "      <td>0.679</td>\n",
       "      <td>0.649</td>\n",
       "      <td>50% Edited</td>\n",
       "      <td>network</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0_75_perturbation</th>\n",
       "      <td>0.627</td>\n",
       "      <td>0.682</td>\n",
       "      <td>0.661</td>\n",
       "      <td>0.625</td>\n",
       "      <td>0.647</td>\n",
       "      <td>75% Edited</td>\n",
       "      <td>network</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1_perturbation</th>\n",
       "      <td>0.600</td>\n",
       "      <td>0.638</td>\n",
       "      <td>0.611</td>\n",
       "      <td>0.563</td>\n",
       "      <td>0.656</td>\n",
       "      <td>100% Edited</td>\n",
       "      <td>network</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Random_degreepreserved_perturbation</th>\n",
       "      <td>0.629</td>\n",
       "      <td>0.673</td>\n",
       "      <td>0.623</td>\n",
       "      <td>0.625</td>\n",
       "      <td>0.666</td>\n",
       "      <td>Random\\n(exp. Degree)</td>\n",
       "      <td>network</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Random_powerlaw_perturbation</th>\n",
       "      <td>0.525</td>\n",
       "      <td>0.540</td>\n",
       "      <td>0.506</td>\n",
       "      <td>0.495</td>\n",
       "      <td>0.519</td>\n",
       "      <td>Random\\n(Power Law)</td>\n",
       "      <td>network</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0_networkfeature_perturbation</th>\n",
       "      <td>0.727</td>\n",
       "      <td>0.730</td>\n",
       "      <td>0.736</td>\n",
       "      <td>0.739</td>\n",
       "      <td>0.737</td>\n",
       "      <td>Original</td>\n",
       "      <td>netfeat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0_25_networkfeature_perturbation</th>\n",
       "      <td>0.672</td>\n",
       "      <td>0.660</td>\n",
       "      <td>0.665</td>\n",
       "      <td>0.651</td>\n",
       "      <td>0.650</td>\n",
       "      <td>25% Edited</td>\n",
       "      <td>netfeat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0_5_networkfeature_perturbation</th>\n",
       "      <td>0.610</td>\n",
       "      <td>0.601</td>\n",
       "      <td>0.610</td>\n",
       "      <td>0.626</td>\n",
       "      <td>0.549</td>\n",
       "      <td>50% Edited</td>\n",
       "      <td>netfeat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0_75_networkfeature_perturbation</th>\n",
       "      <td>0.529</td>\n",
       "      <td>0.562</td>\n",
       "      <td>0.570</td>\n",
       "      <td>0.550</td>\n",
       "      <td>0.538</td>\n",
       "      <td>75% Edited</td>\n",
       "      <td>netfeat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Random_powerlaw_networkfeature_perturbation</th>\n",
       "      <td>0.296</td>\n",
       "      <td>0.278</td>\n",
       "      <td>0.260</td>\n",
       "      <td>0.270</td>\n",
       "      <td>0.264</td>\n",
       "      <td>Random\\n(Power Law)</td>\n",
       "      <td>netfeat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Random_degreepreserved_networkfeature_perturbation</th>\n",
       "      <td>0.539</td>\n",
       "      <td>0.545</td>\n",
       "      <td>0.536</td>\n",
       "      <td>0.528</td>\n",
       "      <td>0.547</td>\n",
       "      <td>Random\\n(exp. Degree)</td>\n",
       "      <td>netfeat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Random_powerlaw_networkfeature_perturbation</th>\n",
       "      <td>0.296</td>\n",
       "      <td>0.278</td>\n",
       "      <td>0.260</td>\n",
       "      <td>0.270</td>\n",
       "      <td>0.264</td>\n",
       "      <td>Random\\n(Power Law)</td>\n",
       "      <td>netfeat</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    CV_0  CV_1  CV_2  CV_3  \\\n",
       "0_feature_perturbation                             0.753 0.729 0.728 0.745   \n",
       "0_25_feature_perturbation                          0.708 0.724 0.699 0.695   \n",
       "0_5_feature_perturbation                           0.657 0.676 0.693 0.694   \n",
       "0_75_feature_perturbation                          0.644 0.610 0.634 0.642   \n",
       "Random_powerlaw_feature_perturbation               0.582 0.582 0.584 0.582   \n",
       "0_perturbation                                     0.739 0.744 0.730 0.730   \n",
       "0_25_perturbation                                  0.718 0.701 0.720 0.698   \n",
       "0_5_perturbation                                   0.632 0.678 0.676 0.679   \n",
       "0_75_perturbation                                  0.627 0.682 0.661 0.625   \n",
       "1_perturbation                                     0.600 0.638 0.611 0.563   \n",
       "Random_degreepreserved_perturbation                0.629 0.673 0.623 0.625   \n",
       "Random_powerlaw_perturbation                       0.525 0.540 0.506 0.495   \n",
       "0_networkfeature_perturbation                      0.727 0.730 0.736 0.739   \n",
       "0_25_networkfeature_perturbation                   0.672 0.660 0.665 0.651   \n",
       "0_5_networkfeature_perturbation                    0.610 0.601 0.610 0.626   \n",
       "0_75_networkfeature_perturbation                   0.529 0.562 0.570 0.550   \n",
       "Random_powerlaw_networkfeature_perturbation        0.296 0.278 0.260 0.270   \n",
       "Random_degreepreserved_networkfeature_perturbation 0.539 0.545 0.536 0.528   \n",
       "Random_powerlaw_networkfeature_perturbation        0.296 0.278 0.260 0.270   \n",
       "\n",
       "                                                    CV_4  \\\n",
       "0_feature_perturbation                             0.725   \n",
       "0_25_feature_perturbation                          0.708   \n",
       "0_5_feature_perturbation                           0.673   \n",
       "0_75_feature_perturbation                          0.601   \n",
       "Random_powerlaw_feature_perturbation               0.583   \n",
       "0_perturbation                                     0.731   \n",
       "0_25_perturbation                                  0.708   \n",
       "0_5_perturbation                                   0.649   \n",
       "0_75_perturbation                                  0.647   \n",
       "1_perturbation                                     0.656   \n",
       "Random_degreepreserved_perturbation                0.666   \n",
       "Random_powerlaw_perturbation                       0.519   \n",
       "0_networkfeature_perturbation                      0.737   \n",
       "0_25_networkfeature_perturbation                   0.650   \n",
       "0_5_networkfeature_perturbation                    0.549   \n",
       "0_75_networkfeature_perturbation                   0.538   \n",
       "Random_powerlaw_networkfeature_perturbation        0.264   \n",
       "Random_degreepreserved_networkfeature_perturbation 0.547   \n",
       "Random_powerlaw_networkfeature_perturbation        0.264   \n",
       "\n",
       "                                                             perturbation  \\\n",
       "0_feature_perturbation                                           Original   \n",
       "0_25_feature_perturbation                                      25% Edited   \n",
       "0_5_feature_perturbation                                       50% Edited   \n",
       "0_75_feature_perturbation                                      75% Edited   \n",
       "Random_powerlaw_feature_perturbation                Random\\n(exp. Degree)   \n",
       "0_perturbation                                                   Original   \n",
       "0_25_perturbation                                              25% Edited   \n",
       "0_5_perturbation                                               50% Edited   \n",
       "0_75_perturbation                                              75% Edited   \n",
       "1_perturbation                                                100% Edited   \n",
       "Random_degreepreserved_perturbation                 Random\\n(exp. Degree)   \n",
       "Random_powerlaw_perturbation                          Random\\n(Power Law)   \n",
       "0_networkfeature_perturbation                                    Original   \n",
       "0_25_networkfeature_perturbation                               25% Edited   \n",
       "0_5_networkfeature_perturbation                                50% Edited   \n",
       "0_75_networkfeature_perturbation                               75% Edited   \n",
       "Random_powerlaw_networkfeature_perturbation           Random\\n(Power Law)   \n",
       "Random_degreepreserved_networkfeature_perturbation  Random\\n(exp. Degree)   \n",
       "Random_powerlaw_networkfeature_perturbation           Random\\n(Power Law)   \n",
       "\n",
       "                                                   perturbation_name  \n",
       "0_feature_perturbation                                      features  \n",
       "0_25_feature_perturbation                                   features  \n",
       "0_5_feature_perturbation                                    features  \n",
       "0_75_feature_perturbation                                   features  \n",
       "Random_powerlaw_feature_perturbation                        features  \n",
       "0_perturbation                                               network  \n",
       "0_25_perturbation                                            network  \n",
       "0_5_perturbation                                             network  \n",
       "0_75_perturbation                                            network  \n",
       "1_perturbation                                               network  \n",
       "Random_degreepreserved_perturbation                          network  \n",
       "Random_powerlaw_perturbation                                 network  \n",
       "0_networkfeature_perturbation                                netfeat  \n",
       "0_25_networkfeature_perturbation                             netfeat  \n",
       "0_5_networkfeature_perturbation                              netfeat  \n",
       "0_75_networkfeature_perturbation                             netfeat  \n",
       "Random_powerlaw_networkfeature_perturbation                  netfeat  \n",
       "Random_degreepreserved_networkfeature_perturbation           netfeat  \n",
       "Random_powerlaw_networkfeature_perturbation                  netfeat  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0_perturbation\n",
      "Network: Original\tAUPR: 0.7436379230722946\n",
      "0_25_perturbation\n",
      "Network: 25% Edited\tAUPR: 0.7272207583512722\n",
      "0_5_perturbation\n",
      "Network: 50% Edited\tAUPR: 0.7339033257380069\n",
      "0_75_perturbation\n",
      "Network: 75% Edited\tAUPR: 0.6491759965207466\n",
      "Random_degreepreserved_perturbation\n",
      "Network: Random\n",
      "(exp. Degree)\tAUPR: 0.6798105380915422\n",
      "Random_powerlaw_perturbation\n",
      "Network: Random\n",
      "(Power Law)\tAUPR: 0.5176300562126983\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "perturbation_folder = '../data/GCN/training/2020_09_18_21_24_24/' # features CPDB new\n",
    "plot_curve(get_all_metrics(perturbation_folder, GCN_performance, 'aupr'),\n",
    "           method_name='EMOGI', kind='PR', save_path=os.path.join(perturbation_folder, 'perturbations_PR.svg'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Random Forest Classifier on perturbed data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0_perturbation\n",
      "Network: Original\tAUPR: 0.5774579872662451\n",
      "0_25_perturbation\n",
      "Network: 25% Edited\tAUPR: 0.5864601208365912\n",
      "0_5_perturbation\n",
      "Network: 50% Edited\tAUPR: 0.5745503015548798\n",
      "0_75_perturbation\n",
      "Network: 75% Edited\tAUPR: 0.5879270366159249\n",
      "Random_degreepreserved_perturbation\n",
      "Network: Random\n",
      "(exp. Degree)\tAUPR: 0.594230007827628\n",
      "Random_powerlaw_perturbation\n",
      "Network: Random\n",
      "(Power Law)\tAUPR: 0.5827039711938785\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "perturbation_folder = '../data/GCN/training/2020_09_28_12_04_47'\n",
    "plot_curve(get_all_metrics(perturbation_folder, rf_performance, 'aupr'), 'EMOGI')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## PageRank algorithm on perturbed data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0_perturbation\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/pkg/python-3.7.7-0/lib/python3.7/site-packages/ipykernel_launcher.py:86: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Network: Original\tAUPR: 0.5937367056766978\n",
      "0_25_perturbation\n",
      "Network: 25% Edited\tAUPR: 0.5931625426216061\n",
      "0_5_perturbation\n",
      "Network: 50% Edited\tAUPR: 0.5948724833518781\n",
      "0_75_perturbation\n",
      "Network: 75% Edited\tAUPR: 0.5930682466380988\n",
      "Random_degreepreserved_perturbation\n",
      "Network: Random\n",
      "(exp. Degree)\tAUPR: 0.5943035730655934\n",
      "Random_powerlaw_perturbation\n",
      "Network: Random\n",
      "(Power Law)\tAUPR: 0.3027494945831343\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "perturbation_folder = '../data/GCN/training/2020_09_28_12_04_47'\n",
    "plot_curve(get_all_metrics(perturbation_folder, pagerank_performance), 'PageRank')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
